Ecological Niche Modeling of Cryptococcus gattii in British Columbia, Canada

被引:37
|
作者
Mak, Sunny [1 ]
Klinkenberg, Brian [3 ]
Bartlett, Karen [2 ]
Fyfe, Murray [4 ]
机构
[1] British Columbia Ctr Dis Control, Epidemiol Serv, Vancouver, BC V5Z 4R4, Canada
[2] Univ British Columbia, Sch Environm Hlth, Vancouver, BC V5Z 1M9, Canada
[3] Univ British Columbia, Dept Geog, Vancouver, BC V5Z 1M9, Canada
[4] Vancouver Isl Hlth Author, Off Chief Med Hlth Officer, Victoria, BC, Canada
关键词
British Columbia; cryptococcal disease; cryptococcosis; Cryptococcus gattii; ecological niche modeling; fungal disease; GARP; Genetic Algorithm for Rule-set Prediction; geographic information systems; GIS; VANCOUVER-ISLAND; PACIFIC-NORTHWEST; SPECIES DISTRIBUTION; UNITED-STATES; OUTBREAK; NEOFORMANS; SPREAD; INFECTION; HABITAT;
D O I
10.1289/ehp.0901448
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
BACKGROUND: Cryptococcus gattii emerged on Vancouver Island, British Columbia (BC), Canada, in 1999, causing human and animal illness. Environmental sampling for C. gattii in southwestern BC has isolated the fungal organism from native vegetation, soil, air, and water. OBJECTIVES: Our aim was to help public health officials in BC delineate where C. gattii is currently established and forecast areas that could support C. gattii in the future. We also examined the utility of ecological niche modeling (ENM) based on human and animal C. gattii disease surveillance data. METHODS: We performed ENM using the Genetic Algorithm for Rule-set Prediction (GARP) to predict the optimal and potential ecological niche areas of C. gattii in BC. Human and animal surveillance and environmental sampling data were used to build and test the models based on 15 predictor environmental data layers. RESULTS: ENM provided very accurate predictions (>98% accuracy, p-value <0.001) for C. gattii in BC. The models identified optimal C. gattii ecological niche areas along the central and south eastern coast of Vancouver Island and within the Vancouver Lower Mainland. Elevation, biogeoclimatic zone, and January temperature were good predictors for identifying the ecological niche of C. gattii in BC. CONCLUSIONS: The use of human and animal case data for ENM proved useful and effective in identifying the ecological niche of C. gattii in BC. These results are shared with public health to increase public and physician awareness of cryptococcal disease in regions at risk of environmental colonization of C. gattii.
引用
收藏
页码:653 / 658
页数:6
相关论文
共 50 条
  • [1] Cryptococcus gattii dispersal mechanisms, British Columbia, Canada
    Kidd, Sarah E.
    Bach, Paxton J.
    Hingston, Adrian O.
    Mak, Sunny
    Chow, Yat
    MacDougall, Laura
    Kronstad, James W.
    Bartlett, Karen H.
    EMERGING INFECTIOUS DISEASES, 2007, 13 (01) : 51 - 57
  • [2] Risk Factors for Cryptococcus gattii Infection, British Columbia, Canada
    MacDougall, Laura
    Fyfe, Murray
    Romney, Marc
    Starr, Mike
    Galanis, Eleni
    EMERGING INFECTIOUS DISEASES, 2011, 17 (02) : 193 - 199
  • [3] Cryptococcus gattii in wildlife of Vancouver Island, British Columbia, Canada
    Duncan, C
    Schwantje, H
    Stephen, C
    Campbell, J
    Bartlett, K
    JOURNAL OF WILDLIFE DISEASES, 2006, 42 (01) : 175 - 178
  • [4] Ecological Niche Modeling of Lyme Disease in British Columbia, Canada
    Mak, Sunn
    Morshed, Muhammad
    Henry, Bonnie
    JOURNAL OF MEDICAL ENTOMOLOGY, 2010, 47 (01) : 99 - 105
  • [5] Epidemiology of Cryptococcus gattii, British Columbia, Canada, 1999-2007
    Galanis, Eleni
    MacDougall, Laura
    EMERGING INFECTIOUS DISEASES, 2010, 16 (02) : 251 - 257
  • [6] Surveillance for Cryptococcus gattii in horses of Vancouver Island, British Columbia, Canada
    Duncan, Colleen
    Bartlett, Karen H.
    Lester, Sally
    Bobsien, Bettina
    Campbell, John
    Stephen, Craig
    Raverty, Stephen
    MEDICAL MYCOLOGY, 2011, 49 (07) : 734 - 738
  • [7] Spread of Cryptococcus gattii in British Columbia, Canada, and detection in the Pacific Northwest, USA
    MacDougall, Laura
    Kidd, Sarah E.
    Galanis, Eleni
    Mak, Sunny
    Leslie, Mira J.
    Cieslak, Paul R.
    Kronstad, James W.
    Morshed, Muhammad G.
    Bartlett, Karen H.
    EMERGING INFECTIOUS DISEASES, 2007, 13 (01) : 42 - 50
  • [8] A Decade of Experience: Cryptococcus gattii in British Columbia
    Bartlett, Karen H.
    Cheng, Po-Yan
    Duncan, Colleen
    Galanis, Eleni
    Hoang, Linda
    Kidd, Sarah
    Lee, Min-Kuang
    Lester, Sally
    MacDougall, Laura
    Mak, Sunny
    Morshed, Muhammad
    Taylor, Marsha
    Kronstad, James
    MYCOPATHOLOGIA, 2012, 173 (5-6) : 311 - 319
  • [9] A Decade of Experience: Cryptococcus gattii in British Columbia
    Karen H. Bartlett
    Po-Yan Cheng
    Colleen Duncan
    Eleni Galanis
    Linda Hoang
    Sarah Kidd
    Min-Kuang Lee
    Sally Lester
    Laura MacDougall
    Sunny Mak
    Muhammad Morshed
    Marsha Taylor
    James Kronstad
    Mycopathologia, 2012, 173 : 311 - 319
  • [10] The emergence of Cryptococcus gattii in British Columbia and the Pacific Northwest
    Bartlett K.H.
    Kidd S.E.
    Kronstad J.W.
    Current Infectious Disease Reports, 2008, 10 (1) : 58 - 65